Multi-loss Joint Learning Clause Samples

Multi-loss Joint Learning. In order to confirm that all modules work harmoniously and allow the proposed neu- ral network to be trained in an end-to-end manner, we sum the three loss functions to form the final loss, which is written as follows: Lfinal = LIC + β1LCCCDTL + β2LDC (5.5) where β1 and β2 are hyper parameters to balance the importance of the three terms. Through cross validation, we set β1, β2 and λ to 1, 0.1 and 1 respectively. In addition, we adopt the stochastic gradient descent (SGD) method to update the parameters of the network while different learning rates are applied on different layers. More specifically, the weights of the pre-trained primary feature extractor should not be updated as fast as the other modules because we should keep the useful information acquired by training on ImageNet. Hence, we set the learning rate for the backbone network to a relatively smalll value, more specifically to 10−4. For the other modules, IC, CCCDTL, DC and RTDA, the learning rate are 10−1, 10−1, 10−1 and 10−2 respectively.
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  • Closing The closing of the sale of the Mortgage Loans (the “Closing”) shall be held at the offices of special counsel to the Purchaser at 10:00 a.m., New York City time, on the Closing Date. The Closing shall be subject to each of the following conditions: (i) All of the representations and warranties of the Mortgage Loan Seller and the Purchaser made pursuant to Section 4 of this Agreement shall be true and correct in all material respects as of the Closing Date (or as of such other specific date expressly contemplated by any such representation or warranty); (ii) All documents specified in Section 7 of this Agreement (the “Closing Documents”), in such forms as are agreed upon and reasonably acceptable to the Purchaser and, in the case of the Pooling and Servicing Agreement (insofar as such Agreement affects the obligations of the Mortgage Loan Seller hereunder or the rights of the Mortgage Loan Seller as a third party beneficiary thereunder), to the Mortgage Loan Seller, shall be duly executed and delivered by all signatories as required pursuant to the respective terms thereof; (iii) The Mortgage Loan Seller shall have delivered and released to the Purchaser or its designee, all documents, funds and other assets required to be delivered thereto on or before the Closing Date pursuant to Section 2 of this Agreement; (iv) The result of any examination of the Mortgage Files for, and any other documents and records relating to, the Mortgage Loans performed by or on behalf of the Purchaser pursuant to Section 3 hereof shall be satisfactory to the Purchaser in its reasonable determination; (v) All other terms and conditions of this Agreement required to be complied with on or before the Closing Date shall have been complied with in all material respects, and the Mortgage Loan Seller shall have the ability to comply with all terms and conditions and perform all duties and obligations required to be complied with or performed by it after the Closing Date; (vi) The Mortgage Loan Seller shall have paid all fees and expenses payable by it to the Purchaser or otherwise pursuant to this Agreement; (vii) The Mortgage Loan Seller shall have received the purchase price for the Mortgage Loans, as contemplated by Section 1 of this Agreement; (viii) Neither the Underwriting Agreement nor the Certificate Purchase Agreement shall have been terminated in accordance with its terms; and (ix) The Commission shall not have issued any stop order suspending the effectiveness of the Purchaser’s Registration Statement. (x) Prior to the delivery of the Preliminary Prospectus to investors, an officer of the Mortgage Loan Seller shall have delivered to the Depositor a sub-certification (the “Mortgage Loan Seller Sub-Certification”) to the certification provided by the Chief Executive Officer of the Depositor to the Securities and Exchange Commission pursuant to Regulation AB. Each of the parties agrees to use their commercially reasonable best efforts to perform their respective obligations hereunder in a manner that will enable the Purchaser to purchase the Mortgage Loans on the Closing Date.

  • Verification of Coverage Consultant shall furnish City with original certificates of insurance, as well as amendatory endorsements or copies of the applicable policy language effecting coverage required by this Agreement. All documents must be received and approved by the City before any Services commence; provided, however, that failure to obtain the required documents prior to the commencement of Services shall not waive Consultant’s obligation to provide them. The City reserves the right to require complete, certified copies of all required insurance policies, at any time.

  • Representations and Warranties The Borrower represents and warrants to the Lenders that:

  • Effective Date This agreement shall be effective upon its execution, and unless terminated as provided, shall continue in force until May 31, 2006 and thereafter from year to year, provided continuance is approved annually by the vote of a majority of the Board members of the Issuer, and by the vote of those Board members of the Issuer who are not "interested persons" of the Issuer and, if a plan under Rule 12b-1 under the Investment Company Act of 1940 is in effect, by the vote of those Board members of the Issuer who are not "interested persons" of the Issuer and who are not parties to the Distribution and Service Plan or this Agreement and have no financial interest in the operation of the Distribution and Service Plan or in any agreements related to the Distribution and Service Plan, cast in person at a meeting called for the purpose of voting on the approval. This Agreement shall automatically terminate in the event of its assignment. As used in this paragraph, the terms "assignment" and "interested persons" shall have the respective meanings specified in the Investment Company Act of 1940 as now in effect or as hereafter amended. In addition to termination by failure to approve continuance or by assignment, this Agreement may at any time be terminated by either party upon not less than sixty days' prior written notice to the other party.

  • Training a. The employer, in consultation with the local, shall be responsible for developing and implementing an ongoing harassment and sexual harassment awareness program for all employees. Where a program currently exists and meets the criteria listed in this agreement, such a program shall be deemed to satisfy the provisions of this article. This awareness program shall initially be for all employees and shall be scheduled at least once annually for all new employees to attend. b. The awareness program shall include but not be limited to: i. the definitions of harassment and sexual harassment as outlined in this Agreement; ii. understanding situations that are not harassment or sexual harassment, including the exercise of an employer's managerial and/or supervisory rights and responsibilities; iii. developing an awareness of behaviour that is illegal and/or inappropriate; iv. outlining strategies to prevent harassment and sexual harassment; v. a review of the resolution of harassment and sexual harassment as outlined in this Agreement; vi. understanding malicious complaints and the consequences of such; vii. outlining any Board policy for dealing with harassment and sexual harassment; viii. outlining laws dealing with harassment and sexual harassment which apply to employees in B.C.